Image Classification on ImageNet 1k (val) (Accuracy & Efficiency Cost)
72.6Top-1 AccuracyBaseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BaselineBit-width (W/A)=32/322024.01 | 72.6 | — | — | |
| One-Shot Weight-Coupling LearningBit-width (W/A)=4MP/4MP2024.01 | 70.7 | 5.5 | 0 | |
| AdaBitsBit-width (W/A)=4/42024.01 | 70.4 | 5.4 | 0 | |
| QBRBit-width (W/A)=4/42024.01 | 70.4 | 5.4 | 90 | |
| GMPQBit-width (W/A)=~4MP/4MP2024.01 | 70.4 | 7.4 | 40 | |
| EWGSBit-width (W/A)=4/42024.01 | 70.3 | 5.4 | 100 | |
| MPDNNBit-width (W/A)=3.75MP/4MP2024.01 | 69.8 | — | 50 | |
| QBitOPTBit-width (W/A)=4MP/4MP, channel-wise quantization=true2024.01 | 69.7 | — | 30 | |
| LSQBit-width (W/A)=4/42024.01 | 69.5 | 5.4 | 90 | |
| HAQBit-width (W/A)=6MP/4MP2024.01 | 69.5 | 8.3 | 30 | |
| NIPQBit-width (W/A)=4MP/4MP2024.01 | 69.2 | — | 43 | |
| BayesianBitsBit-width (W/A)=4MP/4MP2024.01 | 69 | 5.9 | 40 | |
| One-Shot Weight-Coupling LearningBit-width (W/A)=3MP/3MP2024.01 | 67.8 | 3.6 | 0 | |
| QBRBit-width (W/A)=3/32024.01 | 67.4 | 3.4 | 90 | |
| QBitOPTBit-width (W/A)=3MP/3MP, channel-wise quantization=true2024.01 | 65.7 | — | 30 | |
| LSQBit-width (W/A)=3/32024.01 | 65.2 | 3.4 | 90 | |
| HMQBit-width (W/A)=2MP/4MP2024.01 | 64.5 | — | 50 | |
| NIPQBit-width (W/A)=3MP/3MP2024.01 | 62.3 | — | 43 |